{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pymysql\n",
    "from pylab import mpl\n",
    "\n",
    "# 设置文件现在字体\n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "con = pymysql.connect(\n",
    "    host=\"master\",\n",
    "    port=3306,\n",
    "    user=\"root\",\n",
    "    password=\"123456\",\n",
    "    database=\"bigdata31\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>directer</th>\n",
       "      <th>starring</th>\n",
       "      <th>genre</th>\n",
       "      <th>county</th>\n",
       "      <th>lan</th>\n",
       "      <th>rel_date</th>\n",
       "      <th>runtime</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10437779</td>\n",
       "      <td>新世界 신세계</td>\n",
       "      <td>朴勋政</td>\n",
       "      <td>李政宰|崔岷植|黄政民|宋智孝|朴成雄|金秉玉|金胤成</td>\n",
       "      <td>剧情|犯罪</td>\n",
       "      <td>韩国</td>\n",
       "      <td>韩语|汉语普通话</td>\n",
       "      <td>2013-02-21(韩国)</td>\n",
       "      <td>134分钟</td>\n",
       "      <td>8.9</td>\n",
       "      <td>490250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10463953</td>\n",
       "      <td>模仿游戏 The Imitation Game</td>\n",
       "      <td>莫滕·泰杜姆</td>\n",
       "      <td>本尼迪克特·康伯巴奇|凯拉·奈特莉|马修·古迪|罗里·金尼尔|艾伦·里奇|马修·比尔德|查尔...</td>\n",
       "      <td>剧情|同性|传记|战争</td>\n",
       "      <td>英国|美国</td>\n",
       "      <td>英语|德语</td>\n",
       "      <td>2015-07-21(中国大陆)|2014-08-29(特柳赖德电影节)|2014-11-1...</td>\n",
       "      <td>114分钟</td>\n",
       "      <td>8.8</td>\n",
       "      <td>691237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10533913</td>\n",
       "      <td>头脑特工队 Inside Out</td>\n",
       "      <td>彼特·道格特</td>\n",
       "      <td>艾米·波勒|菲利丝·史密斯|理查德·坎德|比尔·哈德尔|刘易斯·布莱克|敏迪·卡灵|凯特林·...</td>\n",
       "      <td>喜剧|动画|冒险</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>2015-10-06(中国大陆)|2015-06-19(美国)</td>\n",
       "      <td>95分钟</td>\n",
       "      <td>8.8</td>\n",
       "      <td>726123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10577869</td>\n",
       "      <td>时空恋旅人 About Time</td>\n",
       "      <td>理查德·柯蒂斯</td>\n",
       "      <td>多姆纳尔·格里森|瑞秋·麦克亚当斯|比尔·奈伊|莉迪亚·威尔逊|琳赛·邓肯|理查德·科德里|...</td>\n",
       "      <td>喜剧|爱情|奇幻</td>\n",
       "      <td>英国|美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>2013-09-04(英国)</td>\n",
       "      <td>123分钟</td>\n",
       "      <td>8.8</td>\n",
       "      <td>738038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10777687</td>\n",
       "      <td>7号房的礼物 7번방의 선물</td>\n",
       "      <td>李焕庆</td>\n",
       "      <td>柳承龙|朴信惠|郑镇荣|金正泰|吴达洙|朴元尚|郑满植|葛素媛</td>\n",
       "      <td>剧情|喜剧|家庭</td>\n",
       "      <td>韩国</td>\n",
       "      <td>韩语</td>\n",
       "      <td>2013-01-23(韩国)</td>\n",
       "      <td>127分钟</td>\n",
       "      <td>8.9</td>\n",
       "      <td>593653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>5989818</td>\n",
       "      <td>萤火之森 蛍火の杜へ</td>\n",
       "      <td>大森贵弘</td>\n",
       "      <td>佐仓绫音|内山昂辉|辻亲八|山本兼平|后藤弘树|今井麻美</td>\n",
       "      <td>剧情|爱情|动画|奇幻</td>\n",
       "      <td>日本</td>\n",
       "      <td>日语</td>\n",
       "      <td>2011-09-17(日本)</td>\n",
       "      <td>45分钟</td>\n",
       "      <td>8.8</td>\n",
       "      <td>579645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>6307447</td>\n",
       "      <td>被解救的姜戈 Django Unchained</td>\n",
       "      <td>昆汀·塔伦蒂诺</td>\n",
       "      <td>杰米·福克斯|莱昂纳多·迪卡普里奥|克里斯托弗·瓦尔兹|塞缪尔·杰克逊|凯丽·华盛顿|沃尔顿...</td>\n",
       "      <td>剧情|动作|西部|冒险</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语|法语|德语</td>\n",
       "      <td>2013-05-12(中国大陆)|2012-12-25(美国)</td>\n",
       "      <td>163分钟(中国大陆)</td>\n",
       "      <td>8.8</td>\n",
       "      <td>654301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>6534248</td>\n",
       "      <td>无敌破坏王 Wreck-It Ralph</td>\n",
       "      <td>瑞奇·摩尔</td>\n",
       "      <td>约翰·C·赖利|萨拉·西尔弗曼|杰克·麦克布瑞尔|简·林奇|艾伦·图代克|敏迪·卡灵|乔·洛...</td>\n",
       "      <td>喜剧|动画|奇幻|冒险</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>2012-11-06(中国大陆)|2012-11-02(美国)</td>\n",
       "      <td>101分钟</td>\n",
       "      <td>8.7</td>\n",
       "      <td>581392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>6786002</td>\n",
       "      <td>触不可及 Intouchables</td>\n",
       "      <td>奥利维埃·纳卡什</td>\n",
       "      <td>弗朗索瓦·克鲁塞|奥玛·希|安娜·勒尼|奥德雷·弗勒罗|约瑟芬娜·德·摩|克洛蒂尔德·莫莱特...</td>\n",
       "      <td>剧情|喜剧</td>\n",
       "      <td>法国</td>\n",
       "      <td>法语</td>\n",
       "      <td>2011-11-02(法国)</td>\n",
       "      <td>112分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>1212902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>6985810</td>\n",
       "      <td>狩猎 Jagten</td>\n",
       "      <td>托马斯·温特伯格</td>\n",
       "      <td>麦斯·米科尔森|托玛斯·博·拉森|安妮卡·韦德科普|拉丝·弗格斯托姆|苏西·沃德|亚历山德拉...</td>\n",
       "      <td>剧情</td>\n",
       "      <td>丹麦|瑞典</td>\n",
       "      <td>丹麦语|英语|波兰语</td>\n",
       "      <td>2012-05-20(戛纳电影节)|2013-01-10(丹麦)</td>\n",
       "      <td>115分钟</td>\n",
       "      <td>9.1</td>\n",
       "      <td>432979</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>250 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id                     name  directer  \\\n",
       "0    10437779                  新世界 신세계       朴勋政   \n",
       "1    10463953  模仿游戏 The Imitation Game    莫滕·泰杜姆   \n",
       "2    10533913         头脑特工队 Inside Out    彼特·道格特   \n",
       "3    10577869         时空恋旅人 About Time   理查德·柯蒂斯   \n",
       "4    10777687           7号房的礼物 7번방의 선물       李焕庆   \n",
       "..        ...                      ...       ...   \n",
       "245   5989818               萤火之森 蛍火の杜へ      大森贵弘   \n",
       "246   6307447  被解救的姜戈 Django Unchained   昆汀·塔伦蒂诺   \n",
       "247   6534248     无敌破坏王 Wreck-It Ralph     瑞奇·摩尔   \n",
       "248   6786002        触不可及 Intouchables  奥利维埃·纳卡什   \n",
       "249   6985810                狩猎 Jagten  托马斯·温特伯格   \n",
       "\n",
       "                                              starring        genre county  \\\n",
       "0                          李政宰|崔岷植|黄政民|宋智孝|朴成雄|金秉玉|金胤成        剧情|犯罪     韩国   \n",
       "1    本尼迪克特·康伯巴奇|凯拉·奈特莉|马修·古迪|罗里·金尼尔|艾伦·里奇|马修·比尔德|查尔...  剧情|同性|传记|战争  英国|美国   \n",
       "2    艾米·波勒|菲利丝·史密斯|理查德·坎德|比尔·哈德尔|刘易斯·布莱克|敏迪·卡灵|凯特林·...     喜剧|动画|冒险     美国   \n",
       "3    多姆纳尔·格里森|瑞秋·麦克亚当斯|比尔·奈伊|莉迪亚·威尔逊|琳赛·邓肯|理查德·科德里|...     喜剧|爱情|奇幻  英国|美国   \n",
       "4                      柳承龙|朴信惠|郑镇荣|金正泰|吴达洙|朴元尚|郑满植|葛素媛     剧情|喜剧|家庭     韩国   \n",
       "..                                                 ...          ...    ...   \n",
       "245                       佐仓绫音|内山昂辉|辻亲八|山本兼平|后藤弘树|今井麻美  剧情|爱情|动画|奇幻     日本   \n",
       "246  杰米·福克斯|莱昂纳多·迪卡普里奥|克里斯托弗·瓦尔兹|塞缪尔·杰克逊|凯丽·华盛顿|沃尔顿...  剧情|动作|西部|冒险     美国   \n",
       "247  约翰·C·赖利|萨拉·西尔弗曼|杰克·麦克布瑞尔|简·林奇|艾伦·图代克|敏迪·卡灵|乔·洛...  喜剧|动画|奇幻|冒险     美国   \n",
       "248  弗朗索瓦·克鲁塞|奥玛·希|安娜·勒尼|奥德雷·弗勒罗|约瑟芬娜·德·摩|克洛蒂尔德·莫莱特...        剧情|喜剧     法国   \n",
       "249  麦斯·米科尔森|托玛斯·博·拉森|安妮卡·韦德科普|拉丝·弗格斯托姆|苏西·沃德|亚历山德拉...           剧情  丹麦|瑞典   \n",
       "\n",
       "            lan                                           rel_date  \\\n",
       "0      韩语|汉语普通话                                     2013-02-21(韩国)   \n",
       "1         英语|德语  2015-07-21(中国大陆)|2014-08-29(特柳赖德电影节)|2014-11-1...   \n",
       "2            英语                    2015-10-06(中国大陆)|2015-06-19(美国)   \n",
       "3            英语                                     2013-09-04(英国)   \n",
       "4            韩语                                     2013-01-23(韩国)   \n",
       "..          ...                                                ...   \n",
       "245          日语                                     2011-09-17(日本)   \n",
       "246    英语|法语|德语                    2013-05-12(中国大陆)|2012-12-25(美国)   \n",
       "247          英语                    2012-11-06(中国大陆)|2012-11-02(美国)   \n",
       "248          法语                                     2011-11-02(法国)   \n",
       "249  丹麦语|英语|波兰语                   2012-05-20(戛纳电影节)|2013-01-10(丹麦)   \n",
       "\n",
       "         runtime score    votes  \n",
       "0          134分钟   8.9   490250  \n",
       "1          114分钟   8.8   691237  \n",
       "2           95分钟   8.8   726123  \n",
       "3          123分钟   8.8   738038  \n",
       "4          127分钟   8.9   593653  \n",
       "..           ...   ...      ...  \n",
       "245         45分钟   8.8   579645  \n",
       "246  163分钟(中国大陆)   8.8   654301  \n",
       "247        101分钟   8.7   581392  \n",
       "248        112分钟   9.3  1212902  \n",
       "249        115分钟   9.1   432979  \n",
       "\n",
       "[250 rows x 11 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql = \"select * from movies\"\n",
    "# 读取数据库中的数据\n",
    "movies = pd.read_sql(sql=sql,con=con)\n",
    "movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 统计国家地区占比\n",
    "movies[\"county\"].str.split(\"|\").explode().value_counts().sort_values(ascending=False)[:21].plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='genre'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies[\"genre\"].str.split(\"|\").explode().value_counts().sort_values(ascending=False)[:21].plot.pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='lan'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies[\"lan\"].str.split(\"|\").explode().value_counts().sort_values(ascending=False)[:21].plot.pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies[\"starring\"].str.split(\"|\").explode().value_counts().sort_values(ascending=False)[:21].plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='name'>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 修改类型\n",
    "movies[\"score\"] = movies[\"score\"].astype(\"float\")\n",
    "\n",
    "movies.groupby(\"name\")[\"score\"].sum().sort_values(ascending=False)[:21].plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
